{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "collapsed": true,
        "pycharm": {
          "name": "#%% md\n"
        }
      },
      "source": "### seaborn库是基于matlabplot封装的画图库，内置众多模板。使用方便快捷\n"
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "# 使用\nimport seaborn as sns\nimport numpy as np\nimport pandas as pd\nimport matplotlib as plt\nimport matplotlib.pyplot as plt\n%matplotlib inline\n\n# 使用plot进行绘图的时候，参数的配置比较麻烦\n# 因此，使用具有模板的seaborn比较高效\ndef sinplot(flip\u003d1):\n    x \u003d np.linspace(0,14,100)  # 14个的区间找100个点\n    for i in  range(1,7): # 画7条线\n        plt.plot(x, np.sin(x + i*5) * (7-i) * flip)\nsns.set()\nsinplot()\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### seaborn中的5种主题风格\n    darkgrid  # 黑色格子\n    whilegrid # 白色格子\n    dark\n    while\n    ticks\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### seaborn主题示例",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x25d93aee3c8\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 2
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "# 白色格子主题的seaborn\nsns.set_style(\"whitegrid\")\ndata \u003d np.random.normal(size\u003d(20,6)) + np.arange(6) / 2\nsns.boxplot(data\u003ddata)\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% \n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 黑色主题 dark",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.set_style(\"dark\")\nsinplot()",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 白色主题 white",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "# 白色背景无刻度线\nsns.set_style(\"white\")\nsinplot()",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### ticks主题",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "# ticks主题 白色主题， x，y轴中， 上下左右具有刻度线\nsns.set_style(\"ticks\")\nsinplot()",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% \n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 去除上以及右侧的线段",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sinplot()\nsns.despine() # 去除轴线画风",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 对不同的风格加以参数",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 指定图像距离轴线的距离",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.violinplot(data)\nsns.despine(offset\u003d10)",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 轴线的保留与否 .despine(left\u003d, right\u003d)",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW8AAAD3CAYAAADSftWOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAEuJJREFUeJzt3WtoXFW/x/HfZGJ2ku7WPL0IolSCB7FEjTYgSCkKVlsEb89pNW2fFJngES9UUduaUIs3kkYRb9BaSwJSK1atloCgqAhiFF/MQ8SGWvCOVmwy9tjsZGYyk8l5ERufHpJ0z86a7FmT7+dVZtiz9n/tJr+u2Ze1ImNjY2MCAFilLOwCAAD5I7wBwEKENwBYiPAGAAsR3gBgIcIbACxEeAOAhQhvALAQ4Q0AFiK8AcBChDcAWIjwBgALEd4AYCHCGwAsVB52AQAQlq6uLvX09Pje3vM8SZLrur62X7FihWKxWKDazoSRNwD4lEqllEqlwi5DkhSZyWIMt9xyi+bPny9JOv/889Xe3m6sMAAoNs3NzZKkzs7OkCuZwWmTdDotSdq3b5+xYgAA/gQ+bfLNN98omUwqFotp06ZN6u3tNVkXAGAagUfelZWVam5u1rp16/Tjjz/qzjvv1Pvvv6/y8smb7OvrK5pzRQAQxKkzDvF4fNb22dDQMOn7gcO7trZWF1xwgSKRiGpra1VTU6P+/n6de+65k25fV1cXdFcAUBQcx5E0daDOpsCnTd5++23t3LlTkvT777/L8zwtWbLEWGEAgKkFHnmvXbtWLS0tWr9+vSKRiNra2qY8ZQIAMCtw2lZUVOjZZ581WQsAwCce0gEACxHeAGAhwhsALER4A4CFCG8AsBDhDQAWIrwBwEKENwBYiPAGAAsR3gBgIcIbACxEeAOAhQhvALAQ4Q0AFiK8AcBChDcAWIjwBgALEd4AYCHCGwAsRHgDgIVmtNx7IpHQP//5T3V1denCCy80VROAItLV1aWenh5f23qeJ0lyXdfX9itWrFAsFgtc21wWOLwzmYx27NihyspKk/UA1iHc/pZKpST57x+CCxzeHR0damxs1CuvvGKyHqCk2RhusVjM938gzc3NkqTOzs5ClgQFDO933nlHCxcu1MqVK32Hd19f38QvLlBK6uvrVV9f72vb5557TpJ0zz33+G4/Ho8HqisM6XRakl015yOM/jU0NEz6fqDwPnjwoCKRiL744gsdOXJE27Zt0+7du7VkyZIpP1NXVxdkV0BJcRxH0tR/kLajf7MnUHjv379/4uempiY99thj0wY3AMAsbhUEAAvN6FZBSdq3b5+JOgAAeWDkDQAWIrwBwEKENwBYiPAGAAsR3gBgIcIbACxEeAOAhQhvALAQ4Q0AFiK8AcBChDcAWIjwBgALEd4AYCHCGwAsRHgDgIUIbwCwEOENABaa8Uo6AFBMtm7dqkQiUZC2BwYGJEnNzc3G2160aJGefvpp39sT3gBKSiKR0PH+fpXPm2+87bHoeGT+MZwy2m52aDDvzxDeAEpO+bz5qr3tf8Iuw7cf3nwl788EDu/R0VFt375dP/zwg6LRqNrb27V06dKgzQEA8hD4guUnn3wiSXrjjTe0efNmtbe3GysKADC9wCPvVatW6ZprrpEkHTt2TIsXLzZVEwDgDGZ0zru8vFzbtm3Thx9+qBdffHHabfv6+pRKmT3JD9gmnU5LkuLxeMiVFEYx9O9UDbZJp9OTHreGhoZJt5/xBcuOjg49/PDDuu222/Tee++purp60u3q6upmuivAeo7jSJr6D9J2xdA/x3E0ZPhukNngOE5exy3wOe9Dhw5pz549kqSqqipFIhFFo9GgzQEA8hB45H399derpaVFGzduVDabVWtr68T/ugCAwgoc3tXV1XrhhRdM1gJgFsyVJxBLHQ/pAHNMIpFQf/9xzZ9XYbzt8r/OnKaG/9dou4NDI0bbKwWENzAHzZ9Xobs2Xhp2Gb7t2f912CUUHcIbQEnxPE/ZZDLQI+dhyQ4Nystl8/oMU8ICgIUYeQMoKa7raqSs3LqJqdzqyrw+w8gbACxEeAOAhQhvALAQ4Q0AFiK8AcBC3G2Cguvq6lJPT4+vbT3PkzR+x4AfK1asUCwWC1wbYCtG3igqqVSKed8BHxh5o+BisZjv0fGpCY06OzsLWRJgPUbeAGAhwhsALER4A4CFCG8AsBDhDQAW4m4TYBKFWiqMZcJgSkmG99dfj6+6ceml9qwUguKSSCR0/Hi/nLOqjbYb0fg6YX+eGDLabjoz7Htbz/OUTI5YtTrN4NCIsjkv7DKKSqDwzmQyam1t1a+//qqRkRHdfffduvbaa03XFtjrr78uSWpvbw+5EtjMOatay5f9d9hl+PLvIwfDLgGzLFB4d3d3q6amRs8884xOnDihW2+9tWjC++uvv9bhw4cnfrZh9F3Ix8clHiHH6VzXVXlZ1ro1LCur/f/OzwWBLliuWbNG999//8TraDRqrKCZOjXq/v8/lwoeHwcgBRx5z5s3T9L4KHDz5s164IEHzviZvr6+WQmdwcHB036Ox+MF3+dM1dfXq76+3te2zz33nCTpnnvuyWsfNhwHSUqn05LCr/dUHTZJp9O+jpuNfZPmbv8aGhom3T7wBcvffvtN9957rzZs2KAbb7zxjNvX1dUF3VVeKioq1NraKkm66667rDhtkg/HcSRN/Q9qu2Lpn+M4Sg3nt5p32BzH8XXcxvuWnIWKzMqnf0PD9n079du/UwKF98DAgGKxmHbs2KGrrroqSBMFc+mll+qSSy6Z+BkASlGg8H755Zd18uRJ7dq1S7t27ZIk7d27V5WV+a1+XCgbNmwIuwQAKKhA4b19+3Zt377ddC1TyuduDIkJ/QGUvpJ8SOfUhdF8bqcDUDqyQ4P64c1XjLc7mh7Plqhj9ixDdmhQqs6vTSvCO5/J/CUm9AfmskWLFhWs7YHh8W/1C/MM2jOqrsy7bivCGwD8KuT8LsU0MGRWQQCwEOENABYivAHAQoQ3AFiIC5bAJDzPUzqTtGaq1XRmWJ43FnYZmEWMvAHAQoy8EYiNy4RJ/pcKc11Xo5mIVYsxuO68sMvALCK8EUgikVD/8eNyy8x+eYvmcpKk5F8hbpL3V9tAKSC8EZhbVqZ/nb0w7DJ8e+3PP8IuATCGc94AYCFG3sAcNDhUmNXjU+nxBSwqHbPRMjg0ospqo01aj/AG5phCTtzkDY9fq6isrjHabmV1Yeu2EeENzDFzZeKmUsc5bwCwEOENABYivAHAQoQ3AFhoRuH91VdfqampyVQtAACfAt9tsnfvXnV3d6uqqspkPQAAHwKH99KlS/XSSy9p69atJuspGaU+cROAcAUO79WrV+uXX37xvX1fX59SqVTQ3eUlnU5LkuLx+KzsbzLHjh3Tnyf/VFmV2Vvpc2XjczYPeObn6cgls0qn076O26ljbJtS7p/fvhW6Bincv71CCqN/DQ0Nk74/aw/p1NXVzdau5DiOpKk7PVs1lFWV6x9rloZWQ75OvP+zHMfxddwcx1FycHAWqjIrn/6lhrOzUJE5fvtW6BqkcP/2CqmY+sfdJgBgIcIbACw0o9Mm559/vt58801TtcAinucpmctZNUe2l8tp1PPCLgMwgpE3AFiIWQURiOu6iqZS1q2kU+W6YZcBGEF4A1NIZ4b17yMHjbaZHR2RJJVHK4y2m84MS2IB4rmE8AYmUaiJ/wcGkpKks/9hOmjnsVjBHEN4A5Mo1FOmLFYAU7hgCQAWYuRdIJ7nKZfM6sT7P4ddim+5ZFaeuJUOsAEjbwCwECPvAnFdVymNWDe3icutdIAVGHkDgIUIbwCwEOENABYivAHAQoQ3AFiI8AYACxHeAGAhwhsALBTaQzpbt25VIpEoSNsDAwOS/p4EyKRFixYVbNIiAPArtPBOJBI6frxfkbOqjLc99tcXiv4TZufpGMskjbYHAEGF+nh85Kwquf91U5gl5MX7tjuv7QsxMVVuZFSSVFYRNdquNF6veDoesAJzmxRI4SbzHz8ltNgtwPJjbuHqBmBW4PDO5XJ67LHHdPToUVVUVOipp57SBRdcYLI2qzGZ/9zR1dWlnp4eX9vmez1mxYoVisVigWtD6Qoc3h999JFGRkZ04MAB9fb2aufOndq9e7fJ2lDkvFxOr/35h9E2U7mcJKmyzPyNUF4uJ/NXWPJTWVkZcgUoFYHDOx6Pa+XKlZKkyy+/XIcPH552+76+PqVSqYnX6XQ66K5DlU6nFY/HQ92/pFBrkCTHcbTg7LONt5s9eVKSVDZ/vvG2F2i8btPHrr6+XvX19Ubb/E9h/1vno1h+PwsljP41NDRM+n7g8PY877S5n6PRqLLZrMrLJ2+yrq7utNeO40jDmaC7D43jOFMezNnavzT1P+hsKdT+OS1kt2L5/SyUYupf4O+mrutqaGho4nUul5syuAEAZgUO7+XLl+vTTz+VJPX29uqiiy4yVhQAYHqBh8rXXXedenp61NjYqLGxMbW1tZmsCwAwjcDhXVZWpieeeMJkLQAAnzhJDWDOyucefam47tMnvAHAp2K6Tz+08PY8T2OZZN7zhYRpLJOUZ3auKwAhisVi1j7BynzeAGCh0EberusqmZF1swr+54NJABAWRt4AYCHCGwAsRHgDgIUIbwCwEOENABbiIR0A02KloOJEeAMwppieQCx1hDeAadn8FGIp45w3AFiI8AYACxHeAGAhwhsALER4A4CFCG8AsBDhDQAWmlF4f/jhh3rooYdM1QIA8CnwQzpPPfWUPvvsMy1btizwzgu1DNrY6IgkKRKtMNtuJimJxRgAhC9weC9fvlyrVq3SgQMHfG3f19enVCo18dpxHJ199oKgu5/WyZNJSdKC6rMMt3yWHMdRPB433K5/6XRakkKtoZBKvX9AvhoaGiZ9/4zh/dZbb+nVV1897b22tjbdcMMN+vLLL30XUFdX56sgE05NitPZ2VmwfYTFcRxJhT1+YSr1/gGmnDG8161bp3Xr1s1GLQAAn5iYqggUcspNiWk3gVJEeFuGKTcBSFJkbGxsLOwiTCvlc942CvLNYvHixb6251sF5ipG3igqfLMA/CG8UXBM5g+Yx+PxAGAhwhsALER4A4CFCG8AsBDhDQAWIrwBwEKENwBYiPAGAAsR3gBgIcIbACxEeAOAhQhvALAQ4Q0AFiK8AcBChDcAWIjwBgALEd4AYCEr1rDMZw1EiXUQAZS+QMugDQ4OasuWLfI8T5lMRo888oiuuOIK07UFxjqIAEpdoJH3iy++qAULFuiOO+7Q999/r4ceekjvvvtuIeoDAEwi0Mj7jjvuUEVFhSRpdHRUjuOc8TN9fX1KpVJBdgcAc1ZDQ8Ok759x5P3WW2/p1VdfPe29trY2XXbZZerv79edd96p1tZWXXnlleaqBQBMK/AFy6NHj+rBBx/U1q1bdfXVV5uuCwAwjUDh/e233+q+++7T888/r4svvrgQdQEAphEovO+++24dPXpU5513niTJdV3t3r3beHEAgMlZcZ83AOB0PGEJABYivAHAQoHu8w4iHo/P1q4AoKRMdq8357wBwEKcNgEACxHeAGAhwhsALER4A4CFCG8AsBDhDQAWKqnwzuVy2rFjh26//XY1NTXpp59+Crukgvjqq6/U1NQUdhnGZTIZbdmyRRs2bNDatWv18ccfh12SUaOjo2ppaVFjY6M2btyon3/+OeySjEskErr66qv13XffhV2KcbfccouamprU1NSklpaWsMuZvYd0ZsNHH32kkZERHThwQL29vdq5c2fJTZi1d+9edXd3q6qqKuxSjOvu7lZNTY2eeeYZnThxQrfeequuvfbasMsy5pNPPpEkvfHGG/ryyy/V3t5eUr+fmUxGO3bsKMllCNPptCRp3759IVfyt5Iaecfjca1cuVKSdPnll+vw4cMhV2Te0qVL9dJLL4VdRkGsWbNG999//8TraDQaYjXmrVq1Sk8++aQk6dixY74XyLZFR0eHGhsbdc4554RdinHffPONksmkYrGYNm3apN7e3rBLKq3w9jxPrutOvI5Go8pmsyFWZN7q1atVXl5SX5gmzJs3T67ryvM8bd68WQ888EDYJRlXXl6ubdu26cknn9Tq1avDLseYd955RwsXLpwYPJWayspKNTc3q7OzU48//rgefvjh0LOlpMLbdV0NDQ1NvM7lciUbdKXqt99+06ZNm3TzzTfrxhtvDLucgujo6NAHH3ygRx99VMPDw2GXY8TBgwf1+eefq6mpSUeOHNG2bdvU398fdlnG1NbW6qabblIkElFtba1qampC719Jhffy5cv16aefSpJ6e3t10UUXhVwR8jEwMKBYLKYtW7Zo7dq1YZdj3KFDh7Rnzx5JUlVVlSKRSMmcGtq/f79ee+017du3T8uWLVNHR4eWLFkSdlnGvP3229q5c6ck6ffff5fneaH3r6SGpdddd516enrU2NiosbExtbW1hV0S8vDyyy/r5MmT2rVrl3bt2iVp/AJtqVwAu/7669XS0qKNGzcqm82qtbVVjuOEXRZ8WLt2rVpaWrR+/XpFIhG1tbWF/q2eWQUBwEIlddoEAOYKwhsALER4A4CFCG8AsBDhDQAWIrwBwEKENwBY6P8AWr2uB/sCRC4AAAAASUVORK5CYII\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.set_style(\"whitegrid\")  # 白色横隔主题\nsns.boxplot(data\u003ddata, palette\u003d\"deep\")  \nsns.despine(right\u003dTrue, left\u003dTrue)  # 默认false 保留\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 指定子图的风格 with域指定批量子图风格",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 2 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "with sns.axes_style(\"darkgrid\"): # 域中的图像的风格都是一样de\n    plt.subplot(211)\n    sinplot()\nplt.subplot(212)\nsinplot(-1)\n\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 设置画图区域的大小, 字体大小, 线的粗细",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 576x432 with 1 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns,set() # 图默认值\nsns.set_context(\u0027paper\u0027)  #指定画图的大小\nplt.figure(figsize\u003d(8, 6))\nsinplot()",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 576x432 with 1 Axes\u003e",
            "image/png": 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\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns,set() # 图默认值\nsns.set_context(\u0027talk\u0027)  #指定画图的大小\nplt.figure(figsize\u003d(8, 6))\nsinplot()",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 576x432 with 1 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns,set() # 图默认值\nsns.set_context(\u0027notebook\u0027)  #指定画图的大小\nplt.figure(figsize\u003d(8, 6))\nsinplot()",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 自定义设置图表中的字体的大小",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cFigure size 576x432 with 1 Axes\u003e",
            "image/png": 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\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns,set() # 图默认值\nsns.set_context(\u0027talk\u0027, font_scale\u003d1.5, rc\u003d{\u0027lines.linewidth\u0027:2.5}, )  #指定画图的大小\nplt.figure(figsize\u003d(8, 6))\nsinplot()",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    }
  ],
  "metadata": {
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 2
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython2",
      "version": "2.7.6"
    },
    "kernelspec": {
      "name": "python3",
      "language": "python",
      "display_name": "Python 3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}